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DEs-Inspired Accelerated Unfolded Linearized ADMM Networks for Inverse Problems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-16 Weixin An, Yuanyuan Liu, Fanhua Shang, Hongying Liu, Licheng Jiao
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New RNN Algorithms for Different Time-Variant Matrix Inequalities Solving Under Discrete-Time Framework IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-16 Yang Shi, Chenling Ding, Shuai Li, Bin Li, Xiaobing Sun
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Adaptive Individual Q-Learning—A Multiagent Reinforcement Learning Method for Coordination Optimization IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-16 Zhen Zhang, Dongqing Wang
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Disentangling Modality and Posture Factors: Memory-Attention and Orthogonal Decomposition for Visible-Infrared Person Re-Identification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Zefeng Lu, Ronghao Lin, Haifeng Hu
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Multidimensional Refinement Graph Convolutional Network With Robust Decouple Loss for Fine-Grained Skeleton-Based Action Recognition IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Sheng-Lan Liu, Yu-Ning Ding, Jin-Rong Zhang, Kai-Yuan Liu, Si-Fan Zhang, Fei-Long Wang, Gao Huang
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Reduced-Complexity Algorithms for Tessarine Neural Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Aleksandr Cariow, Galina Cariowa
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Selective Memory Recursive Least Squares: Recast Forgetting Into Memory in RBF Neural Network-Based Real-Time Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Yiming Fei, Jiangang Li, Yanan Li
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Temporal Network Embedding Enhanced With Long-Range Dynamics and Self-Supervised Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Zhizheng Wang, Yuanyuan Sun, Zhihao Yang, Liang Yang, Hongfei Lin
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On Practical Robust Reinforcement Learning: Adjacent Uncertainty Set and Double-Agent Algorithm IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Ukjo Hwang, Songnam Hong
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Boosting On-Policy Actor–Critic With Shallow Updates in Critic IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Luntong Li, Yuanheng Zhu
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Efficient and Stable Unsupervised Feature Selection Based on Novel Structured Graph and Data Discrepancy Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Pei Huang, Zhaoming Kong, Limin Wang, Xuming Han, Xiaowei Yang
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NGDE: A Niching-Based Gradient-Directed Evolution Algorithm for Nonconvex Optimization IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Qi Yu, Xijun Liang, Mengzhen Li, Ling Jian
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A Quantum Spatial Graph Convolutional Neural Network Model on Quantum Circuits IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Jin Zheng, Qing Gao, Maciej Ogorzałek, Jinhu Lü, Yue Deng
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HICL: Hashtag-Driven In-Context Learning for Social Media Natural Language Understanding IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-15 Hanzhuo Tan, Chunpu Xu, Jing Li, Yuqun Zhang, Zeyang Fang, Zeyu Chen, Baohua Lai
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Gegenbauer Graph Neural Networks for Time-Varying Signal Reconstruction IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Jhon A. Castro-Correa, Jhony H. Giraldo, Mohsen Badiey, Fragkiskos D. Malliaros
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Generative Image Reconstruction From Gradients IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Ekanut Sotthiwat, Liangli Zhen, Chi Zhang, Zengxiang Li, Rick Siow Mong Goh
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Mining Semantic Correlations Between Mispredictions and Corrections for Interactive Semantic Segmentation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Yutong Gao, Congyan Lang, Fayao Liu, Chuan-Sheng Foo, Yuanzhouhan Cao, Lijuan Sun, Yunchao Wei
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Communication-Efficient Hybrid Federated Learning for E-Health With Horizontal and Vertical Data Partitioning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Chong Yu, Shuaiqi Shen, Shiqiang Wang, Kuan Zhang, Hai Zhao
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Context-Aware REpresentation: Jointly Learning Item Features and Selection From Triplets IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Rodrigo Alves, Antoine Ledent
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Set-Membership State Estimation for Multirate Nonlinear Complex Networks Under FlexRay Protocols: A Neural-Network-Based Approach IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Yuxuan Shen, Zidong Wang, Hongli Dong, Hongjian Liu, Yun Chen
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One-Step Multiview Clustering via Adaptive Graph Learning and Spectral Rotation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Chuan Tang, Minhui Wang, Kun Sun
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Decision-Making With Speculative Opponent Models IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Jing Sun, Shuo Chen, Cong Zhang, Yining Ma, Jie Zhang
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Complex-Valued Convolutional Gated Recurrent Neural Network for Ultrasound Beamforming IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Zhiming Zhang, Zhenyu Lei, MengChu Zhou, Hideyuki Hasegawa, Shangce Gao
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Adaptive Neural Consensus Observer Networks Design for a Class of Semilinear Parabolic PDE Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Mingxing Cai, Yuan Yuan, Biao Luo, Fanbiao Li, Xiaodong Xu, Chunhua Yang, Weihua Gui
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TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-10 Rui-Jie Zhu, Malu Zhang, Qihang Zhao, Haoyu Deng, Yule Duan, Liang-Jian Deng
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Graph Exploration for Effective Multiagent Q-Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Ainur Zhaikhan, Ali H. Sayed
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IEEE Computational Intelligence Society Information IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09
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CMFAN: Cross-Modal Feature Alignment Network for Few-Shot Single-View 3D Reconstruction IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Lvlong Lai, Jian Chen, Zehong Zhang, Guosheng Lin, Qingyao Wu
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Contrast-Assisted Domain-Specificity-Removal Network for Semi-Supervised Generalization Fault Diagnosis IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Qiuyu Song, Xingxing Jiang, Jie Liu, Juanjuan Shi, Zhongkui Zhu
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CycleTrans: Learning Neutral Yet Discriminative Features via Cycle Construction for Visible-Infrared Person Re-Identification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Qiong Wu, Jiaer Xia, Pingyang Dai, Yiyi Zhou, Yongjian Wu, Rongrong Ji
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Dynamic Neural Network Structure: A Review for Its Theories and Applications IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Jifeng Guo, C. L. Philip Chen, Zhulin Liu, Xixin Yang
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Pontryagin’s Minimum Principle-Guided RL for Minimum-Time Exploration of Spatiotemporal Fields IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Zhuo Li, Jian Sun, Antonio G. Marques, Gang Wang, Keyou You
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Closed-Form Gaussian Spread Estimation for Small and Large Support Vector Classification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-09 Diego Isla-Cernadas, Manuel Fernández-Delgado, Eva Cernadas, Manisha S. Sirsat, Haitham Maarouf, Senén Barro
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Enhancing Narrative Commonsense Reasoning With Multilevel Causal Knowledge IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-08 Feiteng Mu, Wenjie Li
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Asynchronous Parallel Large-Scale Gaussian Process Regression IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-08 Zhiyuan Dang, Bin Gu, Cheng Deng, Heng Huang
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To Combat Multiclass Imbalanced Problems by Aggregating Evolutionary Hierarchical Classifiers IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-08 Zhihan Ning, Zhixing Jiang, David Zhang
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Efficient Online Stream Clustering Based on Fast Peeling of Boundary Micro-Cluster IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-08 Jiarui Sun, Mingjing Du, Chen Sun, Yongquan Dong
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Statistical Machine Learning for Power Flow Analysis Considering the Influence of Weather Factors on Photovoltaic Power Generation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-08 Xueqian Fu, Chunyu Zhang, Yan Xu, Youmin Zhang, Hongbin Sun
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IEEE Transactions on Neural Networks and Learning Systems Publication Information IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-05
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IEEE Transactions on Neural Networks and Learning Systems Information for Authors IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-05
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Guest Editorial: Deep Neural Networks for Graphs: Theory, Models, Algorithms, and Applications IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-05 Ming Li, Alessio Micheli, Yu Guang Wang, Shirui Pan, Pietro Lió, Giorgio Stefano Gnecco, Marcello Sanguineti
Deep neural networks for graphs (DNNGs) represent an emerging field that studies how the deep learning method can be generalized to graph-structured data. Since graphs are a powerful and flexible tool to represent complex information in the form of patterns and their relationships, ranging from molecules to protein-to-protein interaction networks, to social or transportation networks, or up to knowledge
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IEEE Transactions on Neural Networks and Learning Systems Special Issue on Causal Discovery and Causality-Inspired Machine Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-05 Kun Zhang, Ilya Shpitser, Sara Magliacane, Davide Bacciu, Fei Wu, Changshui Zhang, Peter Spirtes
Causality is a fundamental notion in science and engineering. It has attracted much interest across research communities in statistics, machine learning (ML), healthcare, and artificial intelligence (AI), and is becoming increasingly recognized as a vital research area. One of the fundamental problems in causality is how to find the causal structure or the underlying causal model. Accordingly, one
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Dimensionality Reduction Method for the Output Regulation of Boolean Control Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-03 Shihua Fu, Jun-e Feng, Yuan Zhao, Jianjun Wang, Jinfeng Pan
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Universal Approximation Abilities of a Modular Differentiable Neural Network IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-03 Jian Wang, Shujun Wu, Huaqing Zhang, Bin Yuan, Caili Dai, Nikhil R. Pal
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LRNAS: Differentiable Searching for Adversarially Robust Lightweight Neural Architecture IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-03 Yuqi Feng, Zeqiong Lv, Hongyang Chen, Shangce Gao, Fengping An, Yanan Sun
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Deep Learning for Dynamic Graphs: Models and Benchmarks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-03 Alessio Gravina, Davide Bacciu
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HCL: A Hierarchical Contrastive Learning Framework for Zero-Shot Relation Extraction IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-02 Tianwei Yan, Shan Zhao, Minghao Hu, Mengzhu Wang, Xiang Zhang, Zhigang Luo, Meng Wang
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Real-World Light Field Image Super-Resolution Via Degradation Modulation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-01 Yingqian Wang, Zhengyu Liang, Longguang Wang, Jungang Yang, Wei An, Yulan Guo
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One-Step Multi-View Clustering With Diverse Representation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-01 Xinhang Wan, Jiyuan Liu, Xinbiao Gan, Xinwang Liu, Siwei Wang, Yi Wen, Tianjiao Wan, En Zhu
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CSTS: Exploring Class-Specific and Task-Shared Embedding Representation for Few-Shot Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-01 Hong Zhao, Yuling Su, Zhiping Wu, Weiping Ding
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Deep Reinforcement Learning for Solving Vehicle Routing Problems With Backhauls IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-29 Conghui Wang, Zhiguang Cao, Yaoxin Wu, Long Teng, Guohua Wu
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Local–Global Geometric Information and View Complementarity Introduced Multiview Metric Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-28 Xinlei Xu, Zhe Wang, Shuangyan Ren, Saisai Niu, Dongdong Li
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AdaptiveClick: Click-Aware Transformer With Adaptive Focal Loss for Interactive Image Segmentation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-28 Jiacheng Lin, Jiajun Chen, Kailun Yang, Alina Roitberg, Siyu Li, Zhiyong Li, Shutao Li
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Trainable Delays in Time Delay Neural Networks for Learning Delayed Dynamics IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-28 Xunbi A. Ji, Gábor Orosz
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Multicenter Hierarchical Federated Learning With Fault-Tolerance Mechanisms for Resilient Edge Computing Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-28 Xiaohong Chen, Guanying Xu, Xuesong Xu, Haichong Jiang, Zhiping Tian, Tao Ma
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eVAE: Evolutionary Variational Autoencoder IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-28 Zhangkai Wu, Longbing Cao, Lei Qi
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DPNet: Dual-Path Network for Real-Time Object Detection With Lightweight Attention IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-27 Quan Zhou, Huimin Shi, Weikang Xiang, Bin Kang, Longin Jan Latecki
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Generalizable and Discriminative Representations for Adversarially Robust Few-Shot Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-27 Junhao Dong, Yuan Wang, Xiaohua Xie, Jianhuang Lai, Yew-Soon Ong
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Adaptive Synaptic Scaling in Spiking Networks for Continual Learning and Enhanced Robustness IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-03-27 Mingkun Xu, Faqiang Liu, Yifan Hu, Hongyi Li, Yuanyuan Wei, Shuai Zhong, Jing Pei, Lei Deng